Search Results for author: Greg Bishop-hurley

Found 4 papers, 0 papers with code

CVB: A Video Dataset of Cattle Visual Behaviors

no code implementations26 May 2023 Ali Zia, Renuka Sharma, Reza Arablouei, Greg Bishop-hurley, Jody McNally, Neil Bagnall, Vivien Rolland, Brano Kusy, Lars Petersson, Aaron Ingham

Therefore, we introduce a new dataset, called Cattle Visual Behaviors (CVB), that consists of 502 video clips, each fifteen seconds long, captured in natural lighting conditions, and annotated with eleven visually perceptible behaviors of grazing cattle.

Action Recognition

In-situ animal behavior classification using knowledge distillation and fixed-point quantization

no code implementations9 Sep 2022 Reza Arablouei, Liang Wang, Caitlin Phillips, Lachlan Currie, Jordan Yates, Greg Bishop-hurley

The evaluation results using two real-world animal behavior classification datasets show that the classification accuracy of the student GRU-MLP models improves appreciably through KD, approaching that of the teacher ResNet model.

Classification Knowledge Distillation +4

Deep Learning-based Cattle Activity Classification Using Joint Time-frequency Data Representation

no code implementations6 Nov 2020 Seyedeh Faezeh Hosseini Noorbin, Siamak Layeghy, Brano Kusy, Raja Jurdak, Greg Bishop-hurley, Marius Portmann

The key results of this paper is that the joint time-frequency data representation, even when used in conjunction with a relatively basic neural network classifier, can outperform the best cattle activity classifiers reported in the literature.

General Classification

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